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20202026
most citedUnsupervised Deep Image Stitching: Reconstructing Stitched Features to Images

287 citations · 330 across the 14 of their papers we have counts for

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25 papers · 1 filter

cs.CV2026

UniStitch: Unifying Semantic and Geometric Features for Image Stitching

Yuan Mei, Lang Nie, Kang Liao +3

Traditional image stitching methods estimate warps from hand-crafted geometric features, whereas recent learning-based solutions leverage semantic features from neural networks ins…

cs.CV2026

Edit in 2D, Verify in 3D: Reinforcement Learning for Multi-view Consistent Scene Editing

Jiyuan Wang, Chunyu Lin, Lei Sun +8

Leveraging the priors of 2D diffusion models for 3D editing has emerged as a promising paradigm. However, multi-view consistency remains challenging in edited results, and the extr…

cs.CV2025

Advancing Real-World Parking Slot Detection with Large-Scale Dataset and Semi-Supervised Baseline

Zhihao Zhang, Chunyu Lin, Lang Nie +2

As automatic parking systems evolve, the accurate detection of parking slots has become increasingly critical. This study focuses on parking slot detection using surround-view came…

cs.CV2025

From Editor to Dense Geometry Estimator

JiYuan Wang, Chunyu Lin, Lei Sun +5

Leveraging visual priors from pre-trained text-to-image (T2I) generative models has shown success in dense prediction. However, dense prediction is inherently an image-to-image tas…

cs.CV20252 cited

Robust Image Stitching with Optimal Plane

Lang Nie, Yuan Mei, Kang Liao +3

We present \textit{RopStitch}, an unsupervised deep image stitching framework with both robustness and naturalness. To ensure the robustness of \textit{RopStitch}, we propose to in…

cs.CV2025

StabStitch++: Unsupervised Online Video Stitching with Spatiotemporal Bidirectional Warps

Lang Nie, Chunyu Lin, Kang Liao +3

We retarget video stitching to an emerging issue, named warping shake, which unveils the temporal content shakes induced by sequentially unsmooth warps when extending image stitchi…